Variable Selection Deviation Measures and Instability Tests for High-Dimensional Generalized Linear Models

Variable selection deviation (VSD) measures and instability tests for high-dimensional model selection methods such as LASSO, SCAD and MCP, etc., to decide whether the sparse patterns identified by those methods are reliable.